When Does Task-Aware Imputation Matter? An Analysis of Robustness Under Train-Test Mismatch

Maria V. Salvador, Ana F. Sequeira, Jaime S. Cardoso

Missing data is a pervasive challenge in machine learning, often degrading predictive performance and complicating model deployment. Most existing approaches treat imputation as a…